Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Unverified Claim
3,221 comments
alot of people have lost their jobs because of doge gooney bird musk
alot of people have lost their jobs because of doge gooney bird musk
Makes a specific factual claim about job losses attributed to a named individual without evidence, though framed as economic impact.
@linablue-ou1js
Mar 4, 2025
There is nothing Canada and Mexico can do because Trumps allegiance is to Putin.
There is nothing Canada and Mexico can do because Trumps allegiance is to Putin.
Commenter makes an unsubstantiated claim about Trump's allegiance to Putin without evidence, framing it as limiting Canada's options.
@garydingle
Mar 4, 2025
I believe that there is a deep underlining in all of this. Could Trump be planning to literally give the United States to Russia and/ or China? Is Trump being blackmailed? This does not make …
I believe that there is a deep underlining in all of this. Could Trump be planning to literally give the United States to Russia and/ or China? Is Trump being blackmailed? This does not make any DAMN sense! This is the makings of a suspense novel. Something about this is totally out of sync. Someone, investigate this
Presents conspiracy theories (Trump giving US to Russia/China, blackmail) without evidence, combined with expressions of alarm about geopolitical danger.
@travise6940
Mar 4, 2025
All you guys are the servants of international Zionism.
All you guys are the servants of international Zionism.
Makes an unsubstantiated conspiratorial claim about international influence without evidence.
@Kordevaramini-i5p
Mar 4, 2025
Trump is a puppet of Putin!
Trump is a puppet of Putin!
Presents a specific factual claim (Trump is a Putin puppet) without evidence, characteristic of unsubstantiated conspiracy rhetoric.
Unverified Claim
0.75
@fantom166
Mar 4, 2025
This is Trudeau theater people this fool and the liberals want this crisis so they can call an emergency and continue in power. By pass an election you watch. Liberals are woke WEF CLIMATE EXTREMISTS. …
This is Trudeau theater people this fool and the liberals want this crisis so they can call an emergency and continue in power. By pass an election you watch. Liberals are woke WEF CLIMATE EXTREMISTS. CANADA wants them voted out.
Makes unsubstantiated claims that Trudeau is orchestrating a crisis to bypass elections and that liberals are 'WEF climate extremists.'
@doubledcanada
Mar 4, 2025
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
Makes unsupported factual claim that Trump 'single handedly destroyed Canada' presented as fact without evidence.
@AnonymousGameWarden
Mar 4, 2025
I hope president musk and first Lady Donna see the writing on the wall
I hope president musk and first Lady Donna see the writing on the wall
Makes a speculative claim about hypothetical future political appointments ('president musk and first Lady Donna') presented as if factual without evidence.
Unverified Claim
0.75
@exile9237
Mar 4, 2025
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
Commenter makes an unsubstantiated claim that the listener is ignoring facts and hiding truth, while attacking their character.
@tammybrenner8358
Mar 4, 2025
Trump bff is Putin...in short Canada was replaced by Russia?
Trump bff is Putin...in short Canada was replaced by Russia?
Presents a conspiratorial claim that Canada was 'replaced by Russia' without evidence, framed as a question.
@jamescarpenter3490
Mar 4, 2025
It’s so CLEAR that trump is being played like a fiddle by putin, its all being played out in front of our eyes in real time and people are still denying it
It’s so CLEAR that trump is being played like a fiddle by putin, its all being played out in front of our eyes in real time and people are still denying it
Makes a specific factual claim about Trump being manipulated by Putin without evidence, framed as obvious truth.
@Artinthecorridor
Mar 4, 2025
I think this is exactly as you say, trump being played by putin. What does Putin get from it...maybe trump sending US military (boots on the ground) to replace the North Korean fodder on the …
I think this is exactly as you say, trump being played by putin. What does Putin get from it...maybe trump sending US military (boots on the ground) to replace the North Korean fodder on the Russian frontline in Ukraine...?
Presents specific conspiratorial claims about Trump being manipulated by Putin and military deployment without evidence.
@brendafuqua949
Mar 4, 2025
It has never been about fentanyl from the beginning... I think most Americans know that. Some Americans are susceptible to cult leaders, and you have a good one. In office
It has never been about fentanyl from the beginning... I think most Americans know that. Some Americans are susceptible to cult leaders, and you have a good one. In office
Makes an unsubstantiated claim that the issue was never about fentanyl and characterizes Americans as susceptible to cult leaders, blending conspiracy-like framing with identity commentary.
@godwillejiasa570
Mar 4, 2025
Oh please, he is also in bed with a lying murderous Netanyahu.
Oh please, he is also in bed with a lying murderous Netanyahu.
Makes a specific factual assertion about political relationships without evidence.
Unverified Claim
0.75
@agvitarinalubis6347
Mar 4, 2025
Really wish we had a president instead of a Russian asset.
Really wish we had a president instead of a Russian asset.
Makes a specific factual claim about a political figure being a 'Russian asset' without evidence.
@annel1347
Mar 4, 2025
Trump is a Putin asset. Wake the fuck up.
Trump is a Putin asset. Wake the fuck up.
Makes an unsubstantiated claim about Trump being a Putin asset and calls for awareness/action ('wake up').
@buttsexandbananapeels
Mar 4, 2025
WEF lackey…
WEF lackey…
Asserts without evidence that the leader is a WEF (World Economic Forum) operative, a common conspiracy theory claim.
Unverified Claim
0.75
@randalllederman6346
Mar 4, 2025
The older Son was Ishmael not Isaac this fact was changed by evil man. To turn it around to his advantage.
The older Son was Ishmael not Isaac this fact was changed by evil man. To turn it around to his advantage.
Makes a specific historical/religious claim about biblical narrative alteration presented without evidence, suggesting conspiracy.
Unverified Claim
0.75
@ziaansari4309
Mar 4, 2025
I’ve strong feeling that this will end with trump scraping the tariffs . Then doing a deal with the Ukrainian government. And carving up their resources between \nFrance,the USA and the uk . We’re all …
I’ve strong feeling that this will end with trump scraping the tariffs . Then doing a deal with the Ukrainian government. And carving up their resources between \nFrance,the USA and the uk . We’re all being gaslighted in my humble opinion.
Presents specific conspiratorial claims about Trump's tariff strategy and resource carving without evidence, framed as personal speculation.
@090763terryhar
Mar 4, 2025
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Makes specific factual claims about Trump being a Russian asset and his circle being placed to destroy the country without evidence, combined with threat framing.
@olgabenavides2205
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)